{"id":"W6929073970","doi":"10.48321/d11d0ba26b","title":"GeoConnections","year":2025,"lang":"en","type":"other","venue":"California Digital Library","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Interoperability; Geospatial analysis; Workflow; Cloud computing; Lidar; Deliverable; Application programming interface; Interface (matter); Scalability; Leverage (statistics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000007821222,0.0002210498,0.0003004625,0.0003521337,0.00003005513,0.0001304534,0.00009300248,0.0001964982,0.01589214],"category_scores_gemma":[0.00005082282,0.0001700762,0.0001886837,0.0002213346,0.0000648869,0.0000874406,0.0001158129,0.0002086358,0.01154249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002560426,"about_ca_system_score_gemma":0.0006449115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006391581,"about_ca_topic_score_gemma":0.000001946105,"domain_scores_codex":[0.9991406,0.000008583064,0.000133775,0.0002949677,0.0001748301,0.0002472634],"domain_scores_gemma":[0.9992748,0.00004300521,0.00003722057,0.0003671336,0.000009532284,0.0002682518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002950178,0.0001553098,0.00273075,0.0001244707,0.0002476846,0.0002410654,4.198722e-7,2.137222e-8,2.268082e-7,0.00141703,0.9748545,0.01993348],"study_design_scores_gemma":[0.0009574018,0.00007252562,0.0002065856,0.0003677933,0.00005981013,0.00003317322,0.000004168794,0.000003531034,0.00004157324,0.001797915,0.9963231,0.0001323951],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002968135,0.001976114,0.00003471558,0.001705227,0.0001059077,0.0004760204,0.01639258,0.000788881,0.9784909],"genre_scores_gemma":[0.0008489146,0.0001990171,0.0006188659,0.0003967924,0.000474229,0.00006297115,0.005562891,0.0003011465,0.9915352],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0214686,"threshold_uncertainty_score":0.9892271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009356872279393283,"score_gpt":0.240613711466257,"score_spread":0.2312568391868637,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}